federicosanna / UNet-for-FEM-and-Stress-Distribution-Inference
A Machine Learning approach to Finite Element Methods, using U-Net inspired architectures.
☆26Updated 5 years ago
Alternatives and similar repositories for UNet-for-FEM-and-Stress-Distribution-Inference:
Users that are interested in UNet-for-FEM-and-Stress-Distribution-Inference are comparing it to the libraries listed below
- A deep learning approach to estimate stress distribution: a fast and accurate surrogate of finite-element analysis☆27Updated 6 years ago
- ☆49Updated last year
- Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network☆18Updated this week
- Linear elastic analysis of heterogeneous materials and structures with the Extended Multiscale Finite Element Method (EMsFEM)☆18Updated 3 years ago
- ☆31Updated 3 years ago
- TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain☆40Updated 3 years ago
- Direct Mesh-free Topology Optimization using Neural Networks☆18Updated last year
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated 7 months ago
- In this project I use the generated dataset of stress analysis results of FVM method to train a Convolutional Neural Netwrok (CNN) model …☆26Updated 6 years ago
- FEM enhanced neural network☆14Updated 2 years ago
- Stress Field Prediction in Cantilevered Structures Using Convolutional Neural Networks☆31Updated 5 years ago
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆11Updated 3 years ago
- This repo contains matlab code for multiscale finite element method☆47Updated 6 years ago
- Neural Network Approach for Elastoplastic Constitutive Modeling☆25Updated last year
- Fluid-Structure Interaction Analysis Using FEM and UVLM☆22Updated 3 weeks ago
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆18Updated 2 years ago
- Physics-informed graph neural network (GNN) emulation of soft-tissue mechanics☆27Updated 10 months ago
- Second and fourth-order adaptive phase field modeling of fracture using PHT-splines in the framework of IGA.☆49Updated 3 years ago
- A monte carlo simulation for the performance of composite laminate plates with stochastic material properties.☆13Updated 4 years ago
- Implementation of a new hybrid machine learning technique for multi-fidelity surrogates of finite elements models with applications in mu…☆11Updated last year
- Finite element method for linear and nonlinear beams and plates☆12Updated 6 years ago
- ☆24Updated 3 weeks ago
- ☆18Updated last year
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆22Updated 3 years ago
- ☆12Updated last year
- ☆22Updated 4 years ago
- Multiscale Modeling☆41Updated 5 years ago
- Meshless methods for Computational Mechanics☆17Updated 2 years ago
- Code for 'Physics-Informed Neural Networks for Shell Structures'☆35Updated 6 months ago